{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 美国各州犯罪率数据的聚类分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-12-19T14:58:14.917065Z",
     "start_time": "2019-12-19T14:58:12.888Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Loading required package: ggplot2\n",
      "Registered S3 methods overwritten by 'ggplot2':\n",
      "  method         from \n",
      "  [.quosures     rlang\n",
      "  c.quosures     rlang\n",
      "  print.quosures rlang\n",
      "Welcome! Want to learn more? See two factoextra-related books at https://goo.gl/ve3WBa\n",
      "\n",
      "Attaching package: ‘dplyr’\n",
      "\n",
      "The following object is masked from ‘package:gridExtra’:\n",
      "\n",
      "    combine\n",
      "\n",
      "The following objects are masked from ‘package:stats’:\n",
      "\n",
      "    filter, lag\n",
      "\n",
      "The following objects are masked from ‘package:base’:\n",
      "\n",
      "    intersect, setdiff, setequal, union\n",
      "\n"
     ]
    }
   ],
   "source": [
    "library(factoextra)\n",
    "library(animation)\n",
    "library(gridExtra)\n",
    "library(cluster)\n",
    "library(dplyr)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-12-19T14:58:15.034993Z",
     "start_time": "2019-12-19T14:58:12.894Z"
    }
   },
   "outputs": [],
   "source": [
    "df <- USArrests"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-12-19T14:58:15.067588Z",
     "start_time": "2019-12-19T14:58:12.902Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "'data.frame':\t50 obs. of  4 variables:\n",
      " $ Murder  : num  13.2 10 8.1 8.8 9 7.9 3.3 5.9 15.4 17.4 ...\n",
      " $ Assault : int  236 263 294 190 276 204 110 238 335 211 ...\n",
      " $ UrbanPop: int  58 48 80 50 91 78 77 72 80 60 ...\n",
      " $ Rape    : num  21.2 44.5 31 19.5 40.6 38.7 11.1 15.8 31.9 25.8 ...\n"
     ]
    }
   ],
   "source": [
    "str(df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 预处理&EDA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-12-19T14:58:15.117067Z",
     "start_time": "2019-12-19T14:58:12.908Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<caption>A matrix: 6 × 4 of type dbl</caption>\n",
       "<thead>\n",
       "\t<tr><th></th><th scope=col>Murder</th><th scope=col>Assault</th><th scope=col>UrbanPop</th><th scope=col>Rape</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>Alabama</th><td>1.24256408</td><td>0.7828393</td><td>-0.5209066</td><td>-0.003416473</td></tr>\n",
       "\t<tr><th scope=row>Alaska</th><td>0.50786248</td><td>1.1068225</td><td>-1.2117642</td><td> 2.484202941</td></tr>\n",
       "\t<tr><th scope=row>Arizona</th><td>0.07163341</td><td>1.4788032</td><td> 0.9989801</td><td> 1.042878388</td></tr>\n",
       "\t<tr><th scope=row>Arkansas</th><td>0.23234938</td><td>0.2308680</td><td>-1.0735927</td><td>-0.184916602</td></tr>\n",
       "\t<tr><th scope=row>California</th><td>0.27826823</td><td>1.2628144</td><td> 1.7589234</td><td> 2.067820292</td></tr>\n",
       "\t<tr><th scope=row>Colorado</th><td>0.02571456</td><td>0.3988593</td><td> 0.8608085</td><td> 1.864967207</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "A matrix: 6 × 4 of type dbl\n",
       "\\begin{tabular}{r|llll}\n",
       "  & Murder & Assault & UrbanPop & Rape\\\\\n",
       "\\hline\n",
       "\tAlabama & 1.24256408 & 0.7828393 & -0.5209066 & -0.003416473\\\\\n",
       "\tAlaska & 0.50786248 & 1.1068225 & -1.2117642 &  2.484202941\\\\\n",
       "\tArizona & 0.07163341 & 1.4788032 &  0.9989801 &  1.042878388\\\\\n",
       "\tArkansas & 0.23234938 & 0.2308680 & -1.0735927 & -0.184916602\\\\\n",
       "\tCalifornia & 0.27826823 & 1.2628144 &  1.7589234 &  2.067820292\\\\\n",
       "\tColorado & 0.02571456 & 0.3988593 &  0.8608085 &  1.864967207\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "A matrix: 6 × 4 of type dbl\n",
       "\n",
       "| <!--/--> | Murder | Assault | UrbanPop | Rape |\n",
       "|---|---|---|---|---|\n",
       "| Alabama | 1.24256408 | 0.7828393 | -0.5209066 | -0.003416473 |\n",
       "| Alaska | 0.50786248 | 1.1068225 | -1.2117642 |  2.484202941 |\n",
       "| Arizona | 0.07163341 | 1.4788032 |  0.9989801 |  1.042878388 |\n",
       "| Arkansas | 0.23234938 | 0.2308680 | -1.0735927 | -0.184916602 |\n",
       "| California | 0.27826823 | 1.2628144 |  1.7589234 |  2.067820292 |\n",
       "| Colorado | 0.02571456 | 0.3988593 |  0.8608085 |  1.864967207 |\n",
       "\n"
      ],
      "text/plain": [
       "           Murder     Assault   UrbanPop   Rape        \n",
       "Alabama    1.24256408 0.7828393 -0.5209066 -0.003416473\n",
       "Alaska     0.50786248 1.1068225 -1.2117642  2.484202941\n",
       "Arizona    0.07163341 1.4788032  0.9989801  1.042878388\n",
       "Arkansas   0.23234938 0.2308680 -1.0735927 -0.184916602\n",
       "California 0.27826823 1.2628144  1.7589234  2.067820292\n",
       "Colorado   0.02571456 0.3988593  0.8608085  1.864967207"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df <- scale(df)\n",
    "head(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-12-19T14:58:16.367676Z",
     "start_time": "2019-12-19T14:58:12.916Z"
    }
   },
   "outputs": [
    {
     "data": {
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pX9+vVLTU1Vq9VqtTo1NTU4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\nKQgjpjYSGBg4b9480y2CADB27FitVqvX67kmOK1Wm5ubGxMTw/23pKQkPDw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QQgghhJiP6zI69MUOfZG9ohbCB+ZuC2HxUXwRV7ANbuZc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\nvXtlM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0vr7+o0ePmpqa5K7C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\nAABJRU5ErkJggg==",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 距离矩阵可视化\n",
    "options(repr.plot.hight=7, repr.plot.width=10)\n",
    "distance <- get_dist(df)\n",
    "distPlot <- fviz_dist(distance, gradient = list(low = \"#00AFBB\", mid = \"white\", high = \"#FC4E07\"))\n",
    "distPlot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-12-19T14:58:16.988937Z",
     "start_time": "2019-12-19T14:58:12.920Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Saving 6.67 x 6.67 in image\n"
     ]
    }
   ],
   "source": [
    "ggsave(filename = 'pics/distPlot.png', distPlot, dpi=300)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## KMeans聚类"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-12-19T14:58:17.969095Z",
     "start_time": "2019-12-19T14:58:12.925Z"
    }
   },
   "outputs": [],
   "source": [
    "help(kmeans)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 初始聚类(centers=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-12-19T14:58:18.009887Z",
     "start_time": "2019-12-19T14:58:12.932Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "List of 9\n",
      " $ cluster     : Named int [1:50] 2 2 2 1 2 2 1 1 2 2 ...\n",
      "  ..- attr(*, \"names\")= chr [1:50] \"Alabama\" \"Alaska\" \"Arizona\" \"Arkansas\" ...\n",
      " $ centers     : num [1:2, 1:4] -0.67 1.005 -0.676 1.014 -0.132 ...\n",
      "  ..- attr(*, \"dimnames\")=List of 2\n",
      "  .. ..$ : chr [1:2] \"1\" \"2\"\n",
      "  .. ..$ : chr [1:4] \"Murder\" \"Assault\" \"UrbanPop\" \"Rape\"\n",
      " $ totss       : num 196\n",
      " $ withinss    : num [1:2] 56.1 46.7\n",
      " $ tot.withinss: num 103\n",
      " $ betweenss   : num 93.1\n",
      " $ size        : int [1:2] 30 20\n",
      " $ iter        : int 1\n",
      " $ ifault      : int 0\n",
      " - attr(*, \"class\")= chr \"kmeans\"\n"
     ]
    }
   ],
   "source": [
    "k2 <- kmeans(df, centers = 2, nstart = 25)\n",
    "str(k2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-12-19T14:58:18.999258Z",
     "start_time": "2019-12-19T14:58:12.938Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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kAIANninUDo3tZ2ryTdkO8RB66RTC/JlSeaMGUUAAAAAIEQALLE5njiYl+jxNjN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5Xdr60/TlKyd+vp/R3Cq0tPLtB0gua7Qu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\nT3A2if5TOhUFgev1qtHMtVzRauVGE5lMqtV+7lPa6PZ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Wl5e/++67V155pXZo/fr1OTk5LZNJAACAnoVhKDwAAPRcCxcu/Pzzz7/99tuU\nXH38+PGjRo166qmnUnJ1AACAc4eEEAAAerCqqqp+/frt27evvLy8iy9dU1NTWlpaWVnZr1+/\nLr40AABAZ0FCCAAAPdv8+fN1Ot2zzz7bxde977773G73q6++2sXXBQAA6ERICAEAoGdzuVzD\nhg375ptviouLu+yiDQ0NI0eO3Lp1a3Z2dpddFAAAoNMhIQQAAAAAAEhTWIcQAAAAAAAgTSEh\nBAAAAAAASFNICAEAAAAAANIUEkIAAAAAAIA0hYQQAAAAAAAgTSEhBAAAAAAASFNICAEAAAAA\nANIUEkIAAAAAAIA0hYQQAAAAAAAgTf1/3mJmq2P5N6AAAAAASUVORK5CYII=",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fviz_cluster(k2, data = df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "这里的可视化部分，在数据维度高于2的时候会自动进行PCA，并选取前两个主成分做图。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 多次聚类(centers=2，3，4，5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-12-19T14:58:21.086668Z",
     "start_time": "2019-12-19T14:58:12.946Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Jb1Pr19wSoCwzCkpNfy0Jlz++vqJ8SZ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weKdcD1o4k0QIOy983WSXZagTflU0UusQ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\nu6tJin3+B8urXqtvo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vgVb8C+u/wTnWRpbRmmdCyRlWps1y/vMV/A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rr7++sLBwyZIlmk/Um0Fot9tjWRM9iKL4/PPP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      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Multi-k\n",
    "k3 <- kmeans(df, centers = 3, nstart = 25)\n",
    "k4 <- kmeans(df, centers = 4, nstart = 25)\n",
    "k5 <- kmeans(df, centers = 5, nstart = 25)\n",
    "\n",
    "# plots to compare\n",
    "p1 <- fviz_cluster(k2, geom = \"point\", data = df) + ggtitle(\"k = 2\")\n",
    "p2 <- fviz_cluster(k3, geom = \"point\",  data = df) + ggtitle(\"k = 3\")\n",
    "p3 <- fviz_cluster(k4, geom = \"point\",  data = df) + ggtitle(\"k = 4\")\n",
    "p4 <- fviz_cluster(k5, geom = \"point\",  data = df) + ggtitle(\"k = 5\")\n",
    "\n",
    "library(gridExtra)\n",
    "multiK <- grid.arrange(p1, p2, p3, p4, nrow = 2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-12-19T14:58:21.919876Z",
     "start_time": "2019-12-19T14:58:12.955Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Saving 6.67 x 6.67 in image\n"
     ]
    }
   ],
   "source": [
    "ggsave(filename = 'pics/multiK.png', multiK, dpi=300)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 决定最优聚类中心个数\n",
    "方法有很多，这里选择`Gap Statistic Method`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-12-19T14:58:22.985515Z",
     "start_time": "2019-12-19T14:58:13.004Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Clustering Gap statistic [\"clusGap\"] from call:\n",
      "clusGap(x = df, FUNcluster = kmeans, K.max = 10, B = 50, nstart = 25)\n",
      "B=50 simulated reference sets, k = 1..10; spaceH0=\"scaledPCA\"\n",
      " --> Number of clusters (method 'firstSEmax', SE.factor=1): 3\n",
      "          logW   E.logW       gap     SE.sim\n",
      " [1,] 3.458369 3.640154 0.1817845 0.04422857\n",
      " [2,] 3.135112 3.372283 0.2371717 0.03559601\n",
      " [3,] 2.977727 3.233771 0.2560446 0.03749193\n",
      " [4,] 2.826221 3.119172 0.2929511 0.04067348\n",
      " [5,] 2.738868 3.019965 0.2810969 0.04185469\n",
      " [6,] 2.666967 2.930002 0.2630347 0.04105040\n",
      " [7,] 2.609895 2.852152 0.2422572 0.04184725\n",
      " [8,] 2.539156 2.778562 0.2394054 0.04292750\n",
      " [9,] 2.468162 2.711752 0.2435901 0.04344197\n",
      "[10,] 2.407265 2.647595 0.2403307 0.04548446\n"
     ]
    }
   ],
   "source": [
    "set.seed(123)\n",
    "gap_stat <- clusGap(df, FUN = kmeans, nstart = 25,\n",
    "                    K.max = 10, B = 50)\n",
    "# Print the result\n",
    "print(gap_stat)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-12-19T14:58:23.467834Z",
     "start_time": "2019-12-19T14:58:13.007Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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rVqVQO3CQAAAAC4o1YdIVSpVN99992yZctu3LgRERFhbm7+wQcfbNy48S5PGTNm\nzIkTJ0aPHp2QkLBt2zaNRvPyyy8nJCQ4OTk1eZsAAAAAANHKI4RCCCMjo6VLly5duvSOj44a\nNUqSpDoLg4ODd+/e3eRtAgAAAADuqFVHCAF0POVV6pKKarlTAAAAoCkohAB08sYP0ZM//lNz\n29g+AAAA2j4KIQAAAAAoFIUQAAAAABSKQggAAAAACkUhBAAAAACFohACAAAAgEJRCAEAAABA\noVp7YnoAHczyxwbUaCQ9lUruIAAAAGg0CiEAnZga8WsEAACgveKUUQAAAABQKAohAMgpr7ji\nz9h0IUT81Rvn0m7IHQcAACgL53oBuIf4tBsFJZVNfrqeSjWkh3Mz5ulIDp7P/HRnfHmVWghx\nKavwpW+PTQjyeH5CbxXXZAIAgFZBIQRwD/+MSjqTktfkpxvq6+3sMb4Z83QYecUVn/wWV1ld\nc+vC3TFpPdxsxvRxkysVAABQFAohgHt4eKBXaE+X+h79+WhyZkHZ8+G9VeLOg1rcgLQ+xy5e\nr9MGtfafy6AQAgCA1kEhBHAPA3wc7/Lopv0XhRBjA90N9LgmuXHyiyvuuDy3qLyVkwAAAMXi\nCxwAnVTXaOSO0F7ZWprccXnGjbKPdsSeScmTJKmVIwEAAKVhhBAA5BHi67T+z4TbG7WlqWFk\nXEZkXIa9pcmQHs7jAt29nDrJkhAAAHR4FEIAkEdZlVpPT6WqEbeOA47p4/Z/E/0TMgoj4zL2\nn8vcHp26PTrVx8UqLMB1ZG9XKzMj2eICAICOiEIIADIoKqt666dTldU1s0d0T88v3ReX3tXZ\nau7oHoGedkKI3u62vd1tnx3b88SlnH1x6Scv5yZlFUXsSwzyth8V4Bbi52ygx616AABAM6AQ\nAkBrq1TXvPXjycwbpY8O6fbokG7nrxXsi0sP9LTTtsFaxgb6oT1dQnu65N2s+Otcxp7YayeS\nck4k5ViaGg7t4RIe5NHNxUqulwAAADoGCiEAtCpJkj78NfZCRmFoT5dZw30b8hT7TiZTQ7pO\nDemalFW0Ly59/7nM3TFpu2PSPBwsRge4je7jZmNu3NKxAQBAh0QhBKATZxuzK9k3VUw22GDr\n9l44kpjd29128aTAxh43HxcrHxerp0f1OJ2cGxmfcTQxOyIyceNfF/t42o0KcB3a08XYQL+F\nYgMAgA6JQghAJ6aG+kLUMyc9brM7Ju3XEykuNmZLp/YzMmjixD+G+nqDfJ0G+UyOksgAACAA\nSURBVDrdKKk8mJC572z6mZS8Myl5a/YkhPZ0CQtw7eVuyzsCAAAagkIIAK0k+nLOl7+f62Rq\n9N6jA5rlfqG2FsYPDfB6aIDX1dzifXEZf569pj2V1N3eYlhPlzF93J2sTXXfCwAA6MAohADQ\nGi5nFb2/7Yy+nurtaf3d7Mybd+NdHCznhPk9ObL72dT83TFpRy9e3xyV9M9Dl3u6WY8KcBvp\n72piyKmkAADgDiiEANDi8oor3tp6qqJK/cqDgb3cbVpoL3oqVV8v+75e9iUV1VEJWfvi0s9f\nKzh/reDrfRcGd3caHeAW6GXPqaQAAOBWFEIAaFnlVeo3t5zMu1kxJ8xvpL9rK+zRwsRwQpDH\nhCCPtLySg+cz/zybHhmXERmX4dDJdETvzuP7une2beYhSgAA0E5RCAGgBak10rs/x6Rcvzmu\nr/vUkK6tvHcPe4vHh/nODPWJTc3fG5d+5EL21qPJW48m+7hYTQjyGN6rs5kxfwUAAFA0vgoA\n0EnezQohhCRJgpkn7mT1H+dPX8nt39Xh+Qn+cmVQ/f9TScvGqY9ezN4XlxGbkrdqV/yaPecH\n+TqF+bsGd3PU1+PtAwBAiSiEAHRSXFEthJDkjtE2bTl8edfpq10cLP/+cN+20LjMjA1GBbiN\nCnDLKSo/cD5zd0xaVEJWVEKWnaXJ0B7OYwPdvZ06yZ0RAAC0KgohALSIqISsb/dftLUwfu/R\nYAsTQ7nj/A9HK9OpIV2nhnRNyiraHZO2/1zm9ujU7dGpPi5WYQGuI3u7NsusGAAAoO2jEAJA\n8zt37cbHO2JNjAzefXSAo1XbnQzQx8VqUbj//LG9jl+6vi8u/VRybtKeooh9iUHe9qMC3EL8\nnA3awMAmAABoORRCAGhmWQVl72w9ra6RXp8c2M25HZyEaWSgF9rTJbSnS15xxaELWXti008k\n5ZxIyrE0NRzawyUswLW3u63cGQEAQIugEAJAc7pZXvXmluiisqq/jes12NdJ7jiNY29p8tAA\nr4cGeCVlFe2LS99/LnN3TNrumDQPB4vRAW6jA9xsLIzlzggA+I/swrKsgjJdtuDb2dqc200r\nHp8AAGg2VWrNWz+eSs8vfWSw9wPBnnLHaTofFysfF6unR/U4nZwbGZ9xNDE7IjJx418X+3ja\njQpwHdrDxdhQX+6MAKB0f8Vnfnvgoi5b+OzJkB5uNs2VB+0UhRCATmwsjMsq1SrmnBBCEuLT\nnXEJ6QVDejg/HeYnd5xmYKivN8jXaZCvU3F59aELWbti0s6k5J1JyVuzJ2Ggr+PoALdAL3ve\neACQS093m7vMcBufduNCesGwXp2d6r+U3c7SpGWioT2hEALQibWZUUZ+Ka1ACPFNZOJf8Rm+\nLlavTArsYA3Z0tRwQpDHhCCPq7nF++Iy9p5Nj4zLiIzLcLMzH96r8+g+bs7WZnJnBADFCfS0\nC/S0q+/RTfsvXkgvGN/Xva+XfWumQrtDIQSAZvDHmWtbjyY7W5u982hwBz6dsouD5ZwwvydH\ndj+bmr83Lv1wQvbmqKR/Hrrc0816VIDbiN6dTY34swIAaE+uF5ZrpKZPqGxkoNfeB1r5yw0A\nujqVnPv57nhLU8Pljw2wMe/4t13RU6n6etn39bJfMLY6KiFrX1x6wrWC89cK1u5JGOjrOCHI\ng1NJAQDtxfz1UaWV6iY/vbe77SezBzdjntZHIQQAnVzNLX5/W4xKiDcmB7nZmcsdp1VZmPzn\nVNJreSUHzmfujUuPSsiKSshy6GQ6onfn8X3dO9sq64AAANqdED/nyuqa+h49dCHb3MQgqP7T\nbt3tLFomV+uhEAJA0+UXV7y55WRZpXrxpEAlX6Thbm/x+DDfmaE+59MLIuMy/orP2Ho0eevR\nZB8Xq7AA1zB/106mRnJnBADgDl5+oM9dHg1//3dna7M3Jge1Wp7WRyEEgCYqr1Iv+fFkTlH5\nE8N9wwJc5Y4jP5VK1dvdtre77TOjehy9mL0vLiM2JS8pq+ibyMRBvk5h/q7B3Rz19TiZFACA\nNoRCCEAnN8urhRBNvxa73dJI0oe/xiZn3xzRu/NjQ33kjtO2mBkbjApwGxXglnuzfP+5zN/P\nXNOeSmpnaTK0h/OYPu5dnTvJnREAAAhBIQSgo/ziCiGEJEmiY020cE9r/jh/7NL1gC52Lz3Q\nR1mvvDEcOplODek6NaRrUlbR7pi0/ecyt0enbo9O9XCwGB3gNjbQ3cqMU0nR/iRn38y4UarL\nFoK7OXBLXgBtBL+MAKDRfj525d+nrnrYW7w1tZ+hvp7ccdoBHxerReH+88f2On7p+r649FPJ\nuRGRid8euNTP235UgFuIn7MBp5Ki/dh7Nv3X6BRdtrDxb8NNbfkOBqBN4JcRADTO4QvZEZGJ\nVmZG70wPtjAxlDtOe2JkoBfa0yW0p0t+cUXUhaw/Y9NPJOWcSMqxMDEM7ekSFuDa291W7ozA\nvQ30dbS1rHeCmcOJ2RczCh8a6GVrUe86nRgbB9BmUAgBoBEuZRZ+tCPWSF9v2fRgFxszueO0\nV3aWJg8N8HpogFdSVtG+uPT95zJ3x6TtjknTnko6OsDNpv5v0oDstPNw1vdoZkHZxYzCsYHu\nXo6WrZkKAJqGQggADZVdWLb0x1NVas2SR4J6uFrLHacj8HGx8nGxenpUj9PJuZHxGUcTsyMi\nE7/562Kgp92oANehPVyMDfXlzggAQEdGIQSABikur37jh+iC0spnx/a8z89Z7jgdiqG+3iBf\np0G+TsXl1YcuZO2OSTuTkncmJW/1H+cHdXcaHeAW6GXPJYYAALQECiEAnZgaGpRVqjv8l3W1\nRnrvl9Pp+aXhQR4PDfCSO06HZWlqOCHIY0KQx9Xc4n1xGXvj0iPjMiLjMtzszIf36jwqwI3T\ndIGOQZKk2NR8XbZgbWbk5cQENkAzoBAC0ImzjWl+SYWqQ885IQmx8rezsan5A3wcF07oLXcc\nRejiYDknzO/Jkd3PpubvjUs/fCF7c1TSPw9d7ulmPSrAbUTvznVu2V9cXl1YWimEyCoo4/pD\noO1Ta6TXNp/QZQv3+TkvndKvufIASkYhBIB7+O7Axci4jG4uVm9MDtLr0NW3rdFTqbR371gw\ntvr4pev74jJiU/LOXytYuydhoK/jhCAP7amkv526uvGvxNJKtRDi/zYdHdLD+fkJ/sxwCLRl\neirV1JCu9T1apdZsj05xtjYL7elS3zqeDtyzB2geFEIAuJs/Y6/9cOiyvaXJsqn9TbjBiUws\nTAxHBbiNCnBLzy/dfy5jX1xGVEJWVEKWfSeTbs5Wxy9dv3Xlwxeyb5ZVf/TEILo70Gbp66nm\nhPnV92hJRfX26BQ3O/O7rAOguVAIAaBecVfzV+0+Z2Zs8N6jwfadTOSOA+FmZ/74MN+ZoT7n\n0wsi4zL2n8us0wa14q7mX84q8nGxav2EAAC0L3pyBwCANupqbvGyraeFJC2d0o9bF7QpKpWq\nt7vtonD/H14IM9C780Bgak5xK6cCAKA9ohACwB0UlFS+ueVkSUX1onD/u8xADXmZGRuYGt/5\nVBdjI87vBQDg3iiEAHRSpdYIISS5YzSvSnXNsq2ncorKZwz1GRPoLncc3E19dX3L4cvnrxW0\nchgAANodCiEAnWTcKBVCSFLHqYSSJH34a+yFjMJhvTo/PtxX7ji4h9kjuluaGtZZ6OXY6Ur2\nzZc2HV2+LSa7sEyWYAAAtAvcVAYA/sfaPxOOJGb39rBdPKkPt6ls+1xtzdfODd24/2JUQlaV\nusbXxerxYb4DfBxjU/PX/ZkQlZB14lLOpAGejw7pZlbPyaUAACgZI4QA8F+7YtK2R6e62Jgt\nndLPUJ/fkO2DfSeTxZP69O/qIIR4Z3rwAB9HIUSgp93qZ4YsntTHzMRg69HkOasP7I5J03Sg\noWwAAJoFX3cA4D+ik3K+3H3Oysxo+WMDmNa8A1CpVKMC3DYtHDEz1Ke0Qr1qV/y8dVGnknPl\nzgUAQBtCIQQAIYRIyipavi3GQF/19rT+rrbmcsdBszEx1H98mO83fxseFuB6LbfkjR+iX9t8\nIi23RO5cAAC0CRRCABB5xRVv/3Sqsrrmxfv79HSzkTsOmp99J5NXJgV+Pue+Xu42Z1Ly5q+P\nWrUrvqisSu5cAADIjEIIQCd6qnZ/45WySvWbW07mFVfMGdVjRO/OcsdBC/LtbP3J7JA3JgfZ\ndTLZHZM2Z/WBrUeT1TUauXMBACAbCiEAnXRxsBDtuRaqNdK7v5xOuX5zfF/3KYO95Y6DFqcS\nIrSny9fzh80J86vRSBGRifPWRUUlZMmdCwAAeVAIASja6t/PxVzJ69/V4bkJ/nJnQesxNtCf\nGtI1YsHwCUEemTfKlm+LeW3ziZTrN+XOBQBAa6MQAlCufx5K2hWT5ulo+frkIH299jrIiSaz\ntTBeFO7/xdNDArrYnUnJm//14Y92xBaUVsqdCwCA1kMhBKBQB89nfn/gkp2lyXuPBpszZbmC\ndXPu9PETgz6YOdDd3jwyLmP2F/u/P3ipSs2FhQAARaAQAlCic2k3Pt5x1sTI4N3pwQ6dTOWO\nA/n19bJfMzd0Ubi/saH+5qikp746sC8unWnsAQAdHoUQgOJkFZS98/PpGo302kOBXZ07yR0H\nbYWBnmpCkEfEguFTQ7oWlFZ+vOPsoogjCekFcucCAKAFUQgBKEtRWdUbP0QXlVUtGNdrkK+T\n3HHQ5liaGs4J81s3LzS0p8vFzMIXNx5dvi3memG53LkAAGgRFEIAOrmaWyKE0Ejt49y6SnXN\n2z+dyrhROjWk6/39u8gdB22Xm535G5ODPpg50NOpU1RC1jNrD0ZEJpZXqeXOBQBAM6MQAtBJ\ne6mCQghJiE9/i0tILxjaw+Wpkd3ljoN2oK+X/Zpnhiye1MfMyGDr0eQ5qw/ujklrR595AADu\niUIIQCk27Luw/1ymb2frxZP6qFRMMoEGUalUowLcNi4cPjPUp7i8atWu+OcijsRdzZc7FwAA\nzYNCCEARfj9z7ZdjV5ytzd6dHmxsqC93HLQzpkYGjw/z/eZvw8MCXJOzihZ/d3zpjyezCsrk\nzgUAgK6YegtAx3cqOfeL3fGWpobLHxtgbW4kdxy0Vw6dTF+ZFPhAf891fyacSMo5nZw7sX+X\nx4f5WpgYyh0NAIAmYoQQQAeXmlP8/rYYlUq15JF+bnbmcsdBu+fnar3yyZA3JgfZWppsj06d\n/eX+X6NTajRcWAgAaJcohAA6svziije3nCyrVL84MaCPp53ccdBBqIQI7emyYf6wOWF+6hpp\n7Z6EuWsPnkjKkTsXAACNRiEEoBNXW3MhRNu8R0t5lXrJjydzb5bPGtE9LMBV7jjoaIwN9aeG\ndI1YMGxCkEfmjbKlP558bfOJlJxiuXMBANAIFEIAOjEy0BNCtME6qJGkD36NTc6+OTbQ/dEh\n3eSOgw7LztJkUbj/F3PuC+hidyYlb/76Qx/tiC0orZQ7FwAADUIhBNAxrf7j/PFL1wO62D0/\nobfcWdDxdXOx+viJQcum9Xe2No2My3jyywPfH7xUpdbInQsAgHugEALogLYeTf7t1FUPB4u3\npvYz0OcXHVrJIF+nDQuGPzu2p76eanNU0pzVB/bFpXO3GQBAW8a0E+jILmUVfROZqMsWHgju\nEtLdubnyoHVEJWR989dFWwvj5Y8OYD4AtDIDPdVDA7xG+bttjrr026mrH+84u/PU1XljevZw\ns5E7GgAAd0AhREd2s6zqTEqeLlsY5OvUXGHQOi5lFq7491kjfb23pvZ3tDKVOw4UytLUcP7Y\nXhP7dfl634UTSTn/t/Ho0J4uz4zqwWcSANDWUAjRkfXv6rBnSXh9jx69mL1s6+mnRvpNu69r\na6ZCy8kqKFvy48kqtWbplCA/V2u540Dp3O0t3pkefCYlb92fCVEJWSeSciYFez42tJupEX98\nAQBtBZfWANBJdkG5EEKS5L9Oqri8+s0t0YWlVfPH9uREX7Qdfb3sv3pm6KJwf1Mj/a1Hk59e\nfXB3TFpb+CcDAICgEALQUXm1Wggh+3dbdY3m3V9Op+eXPjzQa1Kwp9xxgP+hr6eaEOSxaeGI\nmaE+N8urVu2Kfy7iSHzaDblzAQBAIQTQ/klCrPwt7mxq/gAfx2dG95A7DnBnpkYGjw/zjVgw\nPCzA9XJW0cvfHlv648msgjK5cwEAFI3LGAC0e9/uvxgZn+HjYvXG5CA9lUruOMDdOFqZvjIp\n8P7+nuv+TDiRlHP6St7Efh5PDO9ubsxfZACADBghBNC+7Ym9tuXwZSdr03cfDTYx1Jc7DtAg\nPVytP30y5I3JQbYWxtujU2d/sf/X6JQajewnXwMAFIdCCKAdi7ua//nuc2bGBsumBduYG8sd\nB2gElRChPV02zB82J8yvukazdk/CvHVR0Uk5cucCACgLhRBAe5WWW7Js62khSUun9PNytJQ7\nDtAUxob6U0O6blgwbEKQR3p+6ZIfT762+URqTrHcuQAASkEhBKATO0sTIYSq1a/cu1FS+caW\n6NKK6hcmBvT1sm/lvQPNy97SZFG4/+dz7uvtYXsmJW/B14dW7YovLK2SOxcAoOOjEALQSSdT\nQyFEK9fByuqaZVtP5RSVzwj1Gd3HrXV3DrQUXxerT2YNXjatv6OV6e6YtDmrD2w9mlxdo5E7\nFwCgI6MQAmhnJEn6x69nEjMKh/fqPHOYr9xxgGY2yNdpw/xhz47tKUlSRGTivLVRUQlZcocC\nAHRYFEIA7cyaPQnHLl7397B9eVIfpphAh2Sgr/fQAK9Nz414cIBnVkHZ8m0xr3x/PDn7pty5\nAAAdEIUQQHvyrxMpO06muttbvD2tv6E+v8HQkXUyNZo/tte6Z0MHdHM8m5r/tw2HP9oRe6Ok\nUu5cAIAOha9TANqNE0k5X++9YGVm9M60/hYmhnLHAVqDh73Fu48GfzBzYBcHi8i4jCe/3P/9\nwUuV6hq5cwEAOggKIYD2ISmr6P1tMYb6esum9e9say53HKBV9fWyX/3M0EXh/iZG+pujkp76\n6sDumDRJYiJ7AICuKIQAdFJYViWEaOmvpdcLy5dsOVmp1rz6UGAPN5sW3hvQFunrqSYEeUQs\nGD41pGtRadWqXfHPf3P03LUbcucCALRvFEIAOikoqRRCtOhIRVml+q2fThaUVj4zyu8+P+eW\n2xHQ9lmYGM4J81v3bGhoT5dLmYUvbTq29MeT2YVlcucCALRXBnIHAIC7UWukd34+nZJTPD7I\nY/Igb7njAG2Cq635G5ODJvbLX7c34URSzukreRP7ecwa3t3MmD/rAIDGYYQQQNslCfHZzrgz\nKXnB3RyeG99b7jhA29LH0+6rp4csntSnk6nh9ujU2V/u/zU6RcOFhQCAxqAQAmi7Nh+8tPds\nejfnTm9MDtLXY9JBoC6VSjUqwG3jwhEzQ30qqmrW7kmYtzbq5OVcuXMBANoNCiGANurA+cx/\nRiXZWZosmxZsasSJcEC9TAz1Hx/m+83fhocFuF7LK3lzS/Rrm09czS2WOxcAoB2gEAJoi+LT\nbqzYcdbEyOC9R4PtO5nIHQdoB+w7mbwyKfDzOff1drc9k5K3YP2hVbvii8qq5M4FAGjTKIQA\ndGJpYiiEaN6zOa/llbz90ymNJC2ZEuTt1KlZtw10cL6drT+ZPXjZtP72nUx3x6Q99dWBrUeT\nq2s0cucCALRRFEIAOtEO36lUzVYJi8qqlv50qqSiesG4Xv28HZprs4CiDPJ1ilgw7NmxPTWS\nFBGZ+Oy6qKiELLlDAQDaIgohgDakUl3z1k+nMm+UTr+v28R+XeSOA7RjBvp6Dw3w2rRwxIMD\nPDNvlC3fFvPq98evXL8pdy4AQNtCIQTQVkiS9OGvsRfSC0J7uswe4St3HKAjsDIzmj+217p5\nocHdHGJT8xd8ffijHbEFJZVy5wIAtBUUQgBtxdf7Eo8kZvd2t108KbAZz0EF4OFg8d6jAz6Y\nOdDD3iIyLmP2l/u/P3ipSs2FhQAACiGAtuH3mLRtx6+42JgtmdLPyIBfTUDz6+tlv3ru0EXh\n/saG+pujkp78av++uHSmsQcAheNbFwD5nbyc+8Xv5zqZGr336ABrcyO54wAdloGeakKQxzd/\nGz41pGtRadXHO84uijhy/lqBEOLoxezl22K0//HV7+eYrwIAFIK5ngHopLy6RgihyyDD5eyb\ny7fFqFSqNx8JcrMzb65gAOpjYWI4J8xvbKD7twcuRiVkvbTpqLu9RVpeifbR8sqaf5+6evTi\n9VVz7rO3ZBZQAOjgGCEEoJPsgjIhhCQ1sRLmFVe89dPJiir1S/cH9PG0a9ZoAO7Gzc78jclB\nHz4+6NY2WCuvuOKfUUmyBAMAtCYKIQDZlFWq3/whOu9mxZMj/Ub6u8odB1CiQE+7yYO87vhQ\nzJW8Vg4DAGh9FEIA8lBrpPd+iUnJKR7f133afV3ljgMoV2U9txutqFa3chIAQOujEAKQx5o/\nzp++ktvH027h+N5yZwEUzcPe4o7LzYwMm3w2OACgvaAQApDBlsOXd56+2sXBcumUfgb6/CIC\n5NTH066bc6fbl2cWlL787fH0/NLWjwQAaDV8DwPQ2qISsr49cMnWwvi9R4MtTAzljgMonZ5K\n9fa0/n297GuXWJgYPhPmN7i707lrNxasP7T1aLKGoUIA6KCYdgKATgwbOb537tqNj3fEGhno\nvT2tv6OVaQulAtAoDp1MP5g58OjF68u2ngr0slvySD8LE8NHhIhKyPry93MRkYkHzme+ODGg\nm4uV3EkBAM2MEUIAOtHOHKinUjVk5ayCsne2nlbXSH9/qG/3ztYtHA1A43RxsBBC2Fma1A7d\nh/Z0WfdsaFiAa3L2zUXfHImITKyuufMdaAAA7RSFEEAruVle9eaW6KKyqvljew7u7iR3HAAN\nYmNu/MqkwHemB1ubG289mrxww+GLmYVyhwIANBsKIYDWUKXWvP3TqfT80smDvB8I9pQ7DoDG\nGejjuO7Z0AlBHldzihd9c3TVrvjyKialAICOgEIIoMVJQny6M+78tYKBPo5Pj/KTOw6AprAw\nMVwU7v/RE4NcbMx2x6TNX3/oTAoz1wNAu0chBNDivolM/Cs+w9fF6vXJQQ282hBA2xTQxW7t\n3KFTQ7peLyz/++YTH+2ILS6vljsUAKDpKIQAWtYfZ65tPZrsbG32zqPBJob6cscBoCtjQ/05\nYX6fzB7sbm8RGZcxd+3BI4nZcocCADQRhRCATu4+O9mp5NzPd8ebGxssm9bfxty41VIBaGk9\n3Wy+embozFCfm+XV7/x8evm2mKKyKrlDAQAajUIIQCdXc0tEPbXwam7xP/51RiXEkin9PB0t\nWz0agJZlZKD3+DDfL+fc5+tiFZWQNWf1gd0xaXKHAgA0DoUQQIu4UVL55paTpRXV/3d/QF8v\ne7njAGgpXk6dPnvqvjlhfpXVNat2xS/58WTezQq5QwEAGopCCKD5lVepl2yJzikqf3yY76gA\nN7njAGhZ+nqqqSFd180LDehiF52UM3ftwd0xaXc7mxwA0GZQCAE0M40kfbg99nL2zRG9Oz8W\n6iN3HACtpLOt+UdPDFoU7q+RxKpd8S9/eyw9v1TuUACAe6AQAmhma/YkHLt43d/D9qUH+jDF\nBKAoKiEmBHmsmxca5G1/Lu3GgvWHth5NvvutpwAA8qIQAmhOvxy78u+TqR72Fm9P62+oz28Y\nQImcrE3/MWPgG5ODjA31IyITX9x0LC23RO5QAIA74+sagGZz/NL1iMhEKzOjZdP6W5gYyh0H\ngJxCe7qsfzZ0SA/nC+kF89dHRUQmqms0cocCANRFIQTQdJIQnW3MhBAaSVzKKvrHv84Y6ust\nmx7c2dZc7mgA5GdjYbzkkX7LpvW3MjfeejR54YbDlzIL5Q4FAPgfBnIHANBeHUnMXvtnQk5R\nuRBiysd7VSpRqdYseSSoh6u13NEAtCGDfJ16e9hGRCbujkl7YePR+/t3eXKkn4mhvty5AABC\nMEIIoGmiErLe+fm0tg0KISqq1eVVan8Pm/v8nOUNBqANsjAxXBTuv/yxAXaWJtujU59dF3U2\nNV/uUAAAISiEAJrm+6hLty88f62gqKyq9cMAaBf6d3XYMH/Y1JCu2YXlr35/fNWu+PIqtdyh\nAEDpKIQAGq2iuuaO9wys0UiXs4taPw+A9sLYUH9OmN9Hjw/sbGu+OyZt7tqoU8m5cocCAEVr\nYiGsqKjIzMysqKho3jQA2gVV/dMLqgRTDwK4h4AudmvmDZ0y2DvvZsUbP0Sv+PfZ4vJquUMB\ngEI19KYykiSdPn36999//+uvv2JjYwsL/3OXMGtr68DAwJEjR44fP75///4tlhNAG3LmSp6B\nvt7td5A30NfzcbGSJRKA9sXYQP/pUT1G+rt+8lvc3rPppy7nPj3Kb1SAm9y5AEBx7l0Ia2pq\ntmzZsmrVqlOnTunr6/v7+48bN87Ozs7KyqqoqCg/Pz8xMXHZsmVLly4NDg5etGjR9OnT9fW5\ndRjQMaXnl6798/zJy7n6dxolnBribWnK9IMAGsrbqdPnT9237fiV7w5c+njH2aiErOfD/e0t\nTeTOBQAKco9CeObMmblz5yYmJk6ePPn9998PCQkxN7/D9GKlpaVHjx794Ycfnn322VWrVq1f\nvz4wMLBlAgOQR0V1zc9Hk388kqyu0QR0sVswrldBSeW6vQmpOcVCCBsL48dDfSYEecgdE0A7\no6+nmhrSdaCP48rf4k4k5cxbGzUnzG98kAdnnwNA67jHNYTjxo2bMmVKdnb2pk2bRo8efcc2\nKIQwNzcfPXr0xo0bs7OzJ0+ePHbs2BaICkAekhBRCVlPrz64OSrJ2sxo8aQ+Hz8xyMvRMsjb\nft28UFMjfSHE5kUjw/t1Ud3l4kIAqF8XB8vPngxZFO5fo5FW7Yp/84fo2lltAAAt6h4jhElJ\nSZ06dWrIhiRJUqlU5ubmr7766vz585sjGwD5Xc6+ufqPc+evFRjo6z04XVk7SgAAIABJREFU\nwHP2iO6mRv/ze4MSCKBZqFSqCUEeQd72n+2MP5Wc+/SagzNDfR4Z7K3HLxkAaEn3GCG8tQ3m\n5OTUt1p8fPyIESPu+CwA7VRJRfWaPeef23D4/LWCvl72a+cOnT+2V502CADNy9na7B8zBy6e\n1MfIQC8iMvGlTcfS8u4wyQ0AoLk04rvdsGHD9u3b5+rqeuvCoqKit99++4svvqipqWnubADk\nIUlSZHzG+r0XisqqOtuazx/Tc4CPo9yhACiFSohRAW5B3g5f/n7uSGL2374+NDWk66NDuhno\nM3kyADS/RvxuTU1NDQ0NTU1N1f6o0Wi+/fZbX1/fzz77zN3d/ddff22RgABa16XMwkXfHP14\nx9mK6pqZoT7rnw2lDQJofbYWxkun9HtjcpCpkcHmqKSFEUcuZRXJHQoAOqBGjBDu3r37/vvv\nHzp0aGRkZElJyd/+9rfjx48bGxsvXbr0tddeMzU1bbmUAFrBjZLKDZEX/orLkIQY6OO4cHxv\nR6t7/7t2tjG7kn2TKwkBtITQni5B3vYRkYm7Y9Je+ObI5EHeTwz3NWSoEACaTyMK4YgRI/bu\n3Tt+/PgBAwbcvHlTkqQHHnjg008/9fb2brl8AFqBWiP9dir1uwOXyirV7vYW88f27Oft0MDn\nmhrqCyGogwBaiIWJ4aJw/8HdnT7fdW7r0eTDidn/N9E/oIud3LkAoINo3P0hBg8e/Ndff40Z\nM0aSpHXr1s2dO7eFYgFoNbGp+av/OH81t9jCxPDZsT0f6O+pr0e/+3/s3XdcVFfC//Ezw8AM\nvQkKIjaKFGuMYjeKkliS3ehuNk1NTGLZbJI1u+maTfdJfdxfikaNRl2TmMRETYzE2GOvsSCC\nCCIC0mGGYYYp9/fH+LAGQRzaZZjP+w9fw5071y+KyHfOuec0M5PFWlRhqO/ZYq1BCFFpMOWV\n6us7x0vj6u3u2iLhAEcwKCJ4yeyRq3ae23D44jOrDtwxIPyxcTEscwUATWf3d9IBAwbs2rUr\nMTHxrbfeSkxMZHgQcFxFFYbPdqRuO3lZIcTYPp0fS4z183STO1T7dLFQ99ele258zpYTl7ac\nuFTfs/eNiJg+Orq5cwGOxFOtmpMUNyIm5IMfTm4+ln30QuFTE/sM6NFB7lwA4NgaKIT9+vWr\n87hCocjKyho4cGB4eHjNwRMnTjT4+5lMpv/5n/9ZsWJFTk5OWFjYjBkznnvuOVfXG73trdfr\nX3311Z9++un8+fOdO3cePnz4G2+8ERISUnPCvffee+lS7Z+ipk2bxgAmUB+j2bLhUNZ/dqcb\nTJbIEN+/3h4XE+Yvd6j2zEujGhkb0vB59esa5N1cYQCHFh8e8PFjI9bsSv9m/4Xn/3NwZGzI\n3ybE+7jzZhYANFIDhdBgqHuOk4+Pj22zwfpOqJMkSdOnT//iiy/CwsLuvPPO/fv3L1iwICUl\nZe3atfWtSFFdXZ2QkHDq1Km4uLipU6eeP39+xYoV69evP3ToUFRUlBDCarV+9913RqOx1gtH\njx5988EAp3Ig7conySn5ZXofd7cZY6L/cGs3loRpaZ38PF6cMkDuFEA7oVa5zBzba1Rc6Aeb\nftudkncqu+Tx2+OHx3SSOxcAOKQGCmFqamoz/mbHjx//4osvBg8evHPnTo1GYzAYRo0a9eWX\nXz7zzDP9+/ev8yUff/zxqVOnpk+fvnz5chcXFyHEqlWrpk+f/thjj+3cuVMIcfnyZaPROG/e\nvPfee68ZowLtUk5x5eKfzxw+X+iiVEwYEP7QmGjeVgfgoCI6+SyaOXz9gQuf70x77ZujgyOD\nn5zYO9BbI3cuAHAwrbpw88qVK4UQ7777rkajEUJoNBpbi1u1alV9L9m4caMQYuHChbY2KISY\nNm3a0KFDd+/erdVqhRAZGRlCiMjIyBZPDzgyg8myelfa7CW7D58v7NM18KNHRzw5sXeztEHb\nWimSJDX9UgBgF5VS8eehPT96ZHh0qN/B9ILHFu/efCxb7lAA4GAaKIRPP/10YWGhXVcsKCiY\nN29enU/9+OOPfn5+CQkJNUcSEhL8/Px++OGH+q6WmprarVu3Tp1+Nw8kPDxckqTMzExBIQQa\nIgmxOyXvkY93rdmd7uvh9s+7+r49LaF7cLPdkKY1mGy/CwDIoluw9wcPDZ2dFGu2WBf9eOql\nLw4VlFfJHQoAHEYDhVCr1fbs2XPevHknTpy48QiAJEnHjh176qmnIiIiKisr6zwhNzc3IiJC\npfrvPFWVShUREZGXl1ffZTdv3pycnHztEavVumPHDoVCYVvPxlYIDx8+fMstt3h6ekZHR8+c\nOTM/P//GnxfgJDLyK/6xcv8b3x4r1Rn+MKjbsrmjEvuEcb8ggHbGRan446Dui2eN7Nct8PD5\nwkc+2bVuXwYzFwDgZjRwD+Gnn376wAMPPP300x988EGvXr1GjRqVkJAQHR0dGBjo7e2t1WqL\ni4vPnTu3f//+nTt3pqWlDRo0aPPmzcOHD7/+Ulqt1mAwBAQE1Dru7+9fWVlZWVnp6el5/atq\nLXNqtVqffvrpK1eu3H333X5+fuL/CuELL7xw66233nXXXSdOnPjss8++//77gwcPRkRE1LzQ\nYDAsWrTo2us08AcDODidwbR6V9rGwxetktS/e4e5t8eFd/CSOxQAtKAQf4+FDyb8dCx76S9n\nl29LPZB2Zd7kvmGBdfx0AQCo0fA+hCNHjjx06NCBAwcWL168fv36JUuWXH9OUFDQHXfcsWrV\nqsGDB9d3ndLSUiGEt3ftiWq2I8XFxXUWwmvl5+c/8cQTX3/9defOnWvaXU5Ojre394oVK6ZM\nmSKEsFqtr7322r/+9a/HH398y5YtNa/V6/XPPfdcg58s0A5IkrTt1OVPt54t11eHBnjOHh87\nODJY7lAA0BoUQkwYED44MvjDn87sO5c/99M9D4yKnDqkh5K1lAGgHje1Mb1CoRgyZMiQIUOs\nVuvp06d/++23/Pz8kpKSgICATp069e3bNz4+XqlsYPapv7+/EEKn09U6blsbxjbcVx9Jkj75\n5JPnn3++oqJi+PDhq1evDgsLsz21d+/ea89UKpUvvfTS2rVrk5OTdTqdl9fVIREPD4+FCxfW\nnPbiiy/ezCcOOJy03LIPfzpzLrdM7erywMjIe4ZFuKlade0oAJBdoLfm5T/fsjsl78OfTi/f\nlrrzTO68SX0iQnzlzgUAbdFNFcIaSqWyT58+ffr0acTv5O3trdFobOOE1yotLfXw8Lh+5LBG\ncXHxtGnTNm/eHBwc/P7778+YMaNmxdE6ubi4DB48OC0t7ezZs7feeqvtoEajefbZZ2vOmT9/\nfiM+BaAtK9EZl207u/3kZUmIwZHBj98RH+zrLncoAJDNyNiQPl0DP/0lZdvJy09+tvfuhB7T\nRke5uvAeGQD8jn2FsCkUCkVISEhGRobVaq0ZTrRYLJmZmSEhIfXti11VVTVp0qQDBw5MmjRp\n9erVtQYSjUZjaWmpl5dXzUigjW3dGl9f3guEUzBbpU1HslbtTNMbzV06eM1Jir2lR1Cr/e6+\nnm56o5nJWADaID9Pt2fu6jcqNvTfm0+t25dxML1g3uQ+vTrfaFISADibVn2fbOLEicXFxUeP\nHq05cvTo0eLi4okTJ9b3krfeeuvAgQNPPfXUhg0brp9WWlBQEBISMmPGjGsPSpJ05MgRtVrd\ns2fPZo0PtEUnsornfrpncXKKUqGYnRS7ZNbI1myDQogAT7UQor73dABAdoMjgz+dPWrCgPDs\nQu1TK/Yt+vFUVbVZ7lAA0Fa0aiF86KGHhBAvvfSSxWIRQpjNZtvUTdtxIURVVVVWVlZubq7t\nQ4vFsnz5cn9//9dff73OexS7dOkyfPjw7777bvPmzbYjkiS9++67p06dmj179o1nlgKOrqjC\n8PaGE8+uPpBdqB3bp/OyuaP+OKi7i5JiBgC1eapVT07s/c70IaH+HpuPZc9esud4ZpHcoQCg\nTWi9KaNCiP79+99zzz1fffXVoEGDhg4d+uuvv544ceL++++v2Vti796948aN69u374kTJ4QQ\n2dnZubm5vr6+Y8eOvf5q3333XUhIyOLFiwcPHjxx4sQxY8aEhIScPHny1KlTvXv3fvXVV1vz\nUwNak9Fs2XAoa+2e81XV5sgQ37/eHhcT5i93KABo63qHB3zy2Ig1u9O/2X/h+TUHx/TpPGd8\nnLe7q9y5AEBOrVoIFQrFqlWrYmNjV6xYsXz58gEDBixcuHDevHn1nZ+VlSWEKC8vP3jw4PXP\nGo1GIURcXNzhw4f/9a9/7d+/f//+/bGxsfPnz3/hhRc0Gk2LfR6AnA6kXfkkOSW/TO/t7jo7\nKfauW7uxnDoA3CS1q8vMsb2GRnd8f9PJbScvH79Q9Pgd8cN6dZI7FwDIplULoRDCzc1twYIF\nCxYsqPPZxMRESZJqPrztttuu/bA+MTExX331VbNFBNqqyyWVi5NTDp0vcFEqJgwIf2hMtI+7\nm9yhAMDxxIT5fzJr5PoDFz7fmfbq10dHxoY8fke8rwffUQE4I7sL4eXLl8+ePZuYmGj7cPny\n5QMHDuzbt29zBwPwXwaT5et9GV/tzTBZrH26Bs5Niu3e0UfuUADgwFRKxZ+H9ry1Z9D7m07u\nTsk7dqFo5theEwaEy50LAFqbHYvKmEymefPmhYWF/eMf/6g5+PLLL/fr12/u3Lm2dWIANC9J\niN0peY98vGvN7nQfD7d/3tX37WkJbaoNVhrMQoiGh/IBoO3p3tHnfx8eNnNsr2qzZdGPp+Z/\ncbiwokruUADQquwohEuWLPnggw8GDRr0r3/9q+bgmjVrbr/99k8++WTZsmXNnw5wbhn5Ff9Y\nuf+Nb4+V6gx/GNRt+dxRiX3C2tr9ggUVVUKIm5ndDQBtkItS8eehPT+dPapP18BD5wtmLd79\n3aFMvqcBcB52TBldsmRJ165dd+3ade16LaNHjx4+fHhcXNynn346a9asFkgIOCOdwbR6V9rG\nwxetktS/e4e5t8eFd/CSOxQAtFsh/h5vT0v46Vj2p1vPLk5O+fVs/t8n9QkL9JQ7FwC0ODsK\n4YULF6ZOnXr96p0qlWrIkCHffvttswYDnJQkSdtOXf5069lyfXWIv8ecpLjBkcFyhwKA9k8h\nxIQB4bf0CFr046mjFwrnfrrngVGRU4f0YCVnAO2bHYWwS5culy5dqvOpixcvhoSENFMkwHml\n5ZZ9tOVM6uUytavLAyMj7xkW4aayY143AKCJOvq5v3n/oN0pef9v8+nl21L3peb/fXKfrkHe\ncucCgJZix8+aw4cP37lz5/r162sd37Bhw65du4YMGdKswQDnUqozLvrx1BOf7Uu9XDY4MnjZ\nnFEPjoqiDQKALEbGhnw6Z+SImJCzl8vmfrpn+bZUs8UqdygAaBF2jBC+9dZbW7ZsmTJlyrhx\n40aOHNmpU6eioqJff/31xx9/DAoKWrhwYculBNoxs1XadCRr1c40vdEcFug5JyluYM8guUMB\ngLPz91S/NHXAgbQr/2/z6XX7Mg6fL5g3uU9UqJ/cuQCgmdlRCIOCgvbs2fPSSy+tXbt269at\nNccnTpz4zjvvMGUUaITfsoo/Tj6TVaD10rjOHNvr7sHdVS4ONiro7qrSG83cYQOgXUqI6hgf\nHrB8W+pPx7KfWrFv8sCuD43ppXF1kTsXADQb+zam7969+3/+859Fixalp6dnZ2d37NgxMjKy\nc+fOLRQOaMeKKgyf7UjddvKyQoixfTo/mhjj76mWO1RjdPJ3L9YZFCy6AKCd8tK4Pjmx97Be\nnRb9eOr7Q1kH0wuemtSnX7dAuXMB9bJYpU1HLm47dVkI8fnONKsk3dKDyUeoVwOFcMuWLUKI\nUaNGubu7l5WVXX2NShUTExMTE2P7sOa4nx/zKICGGc2WDYey1u45X1Vtjgjxffz2uJgwf7lD\nAQBuZGDPoGVzRq3Znf71/gvPrT5wx4DwRxNjPNT2vbEOtIJqs/W5NQfOXCq1fXg2p/SF/xz6\n89CeM8f2kjcY2qwGvpHdcccdQojMzMxu3br5+zfwMyu7uAINOpB25ZPklPwyvbe76+yk2Ltu\n7caC5gDgENSuLjPH9kqI6vjBDyc3H8s+mF7wtzvih0R3lDsX8DubjmTVtMEa6/ZljI4L7dnJ\nR5ZIaOMaKIS33HKLEMLNzU0Iwb7zQFPkFFd+vOXM0QuFLkrFHwZ1e3BUlJfGVe5QAAD7xHXx\n/+jR4Wt2pX974MK/1h1J7BM2e3ystzvfz9FW7E3Nr/P4zydzZgREubsxrI3aGviaOHLkSM3j\nxYsXt3AYoH2qqjb/Z3f6d4eyzBZrn66Bc2+P6x7MllYA4KjUKpeZY3uNiA15f9PJX07mHM0o\n/OsdcSNiQoQQRpOltNIohCgor+JbPVpUtdmaX6bPL9Xnl+nzy6rySvX5Zfq8Un1VtbnO878/\nmPn9wUyNq0sHH02Al6aDj8bfUx3ko/H3Unfw0QR6aQK81WoVCyY5IzveJCgqKvLy8tJoNNc/\npdPpqqurAwICmi8Y0B5IQmw/dXn5ttRiraGDj+axxJhRcaFyhwIANIOoEN8PHxn+1d7zX+w5\n//o3x4b16nRrRNCqnWklOqMQYsGXh4dEdXxiYu8AL4dcMAxthyRJRVpDfllVfqk+r0z/fyWw\nqlhrqHWmq4uyo597pdGlVGe8/jqxYf7ubqoiraFYa8gprqzz9/LSuAZ6azp4awK81R28Nf5e\n6g7emgAvdZCPu5+XWqXkJpf2yb5tJ1asWDFjxozrn3rzzTeXLl1aWFjYbLkAx5eRX/Fx8pnT\n2SUqpeIPg7rNuC26Xc7TMLFZMwBnpVIq7h8ROTou9H9/OLU3Nb/WVL39aVeKtIZ/zxzGveK4\nSdVma7HWYBvoqxnxu1SkM5gstc700rhGhviG+Ht08vMI8fewPejo565UKE5kFT+7+kCt8309\n3F6799aae1VMFmuFvrpEZyzWGmr9mleqv1iorTOel8Y1wFttG0us9Wuwr7sLddFhNfzj6Zo1\na2oe79u3T6Wq/RKj0fjDDz9UVtb9TgPghLRVppU7zm0+lm2VpEGRwXPGx4YGeModqqXY3mW0\nShI/8QBwTp0DPP/nwcGzFu/OLtLVeio9r/x4ZhEr/qMWs8V6pbwqr1R/pcxW/Kps3U9nMNU6\n00OtCg3wtLW+Tn7unfw9Ovl5dPLzcFPVu2txv26BT0yIX/pLas3c0RB/j2f/0O/alQtcXZSB\n3ppAb01kiO/1V6iqNhdWGEp0xuIKQ7HOUKI1FusMxVpDkdaQV6LPLqz9dS6EcFEq/D3VHXw0\n/l7qIG+Nv5emg48mwDbA6K32cXdrzB8TWkvDhfDBBx+sebx06dKlS5fWedqUKVOaLRTgsCRJ\n2nz80srt5yqqqkMDPGePjx0cGSx3KABAy1IqFNeP4dgs3Xr2QPgVX0+1v6ebv5faz1Pt5+EW\n4K1hd3snUaIz5l9tfVeneuaV6ou0hlqL86uUiiBf95pBv05+7iH+Hh39PHw9GlOlJt7SdUh0\np0U/njyQVvDgqMh7hkW4utRbIK/n7qYK7+AV3sGrzmfL9dWlOmNhhaG00lhYUVWqMxZVXB1g\nTM8rt1jr2HTATaUM8NIEeqsDvTWBXprA/+uK/l7qIB9Nu5w/5Vga/gvYtGmT7cHkyZOffPLJ\nxMTE68/x9PQcNmxYM0cDHE1KTulHW86czyvXuLrMuC166pAedn3/BQA4rvpGbDILtJkFdUzA\nU7u6+Huq/b3Ufh5ufl7qAE+1r6dbzRF/LzUrUTuWqmrz1b5Xpr/2Zr9qc+0bK/w83XqF+taM\n9dkaYAcfTfNOuQzwUncP9jmQVhDXJaB5fxrx9XDz9XDrVteaSZIklVZWF2sNxVpDsc5YojUU\naQ0lOmNRhaFUZ7x+MwwbjatLkK/7f1e48dYEeKkDfTSBXppAb80NxkLRXBouhJMmTbI9SEpK\nmjhx4rhx41o4EuB4SnXGVbvSfjp+SZKkwZHBj98RH+zrLncoAEDr6ds1sM6FOt55MMHX0802\nfqI1mGyz73RVJtuRtNyyOkdUhBCuLkpvd1cvd1fbbVreGtdAb02Al9rr/x74eaq5a0sWOoPp\n2nv8akb/av1FurooO/horr3HL8Tfo3OAp4e63Q6IKRSKAC91gJe6zpmoZou1vJ4bF4u1hpwi\nXZ3/EtxUStsXfM2vnfw8bDcuBvm6s85Ns7DjK3LLli21jlit1osXLwYHB3t6ttv7o4Abs1il\njUeyVu9MqzSawwI95yTFDezJvSIA4HTuGxG5L+1KrdUd77y1W59ugUKIrkH1bkGhM5jq7Io6\ng6lEZ8wtrqzzli0b2yIf13dFW43kx+UmqrP4FZRXXd/hvTSuEdct8dLJz13B3fXXUN3wxsU6\n17nJK9XbbmLMK9XXec0brHNjW2KnKYFLdcav91+wWKXc0sov957/w6Du7XWmt31vUezevXvF\nihX//Oc/Y2Nji4uLx40bd/z4cRcXl8cff/y9995zcWmff0ZAfX7LKv44+UxWgdZL4zpzbK+7\nB3dXMUcUAJxSBx/Nx4+OWLHj3M4zudUmS2iA533DIxL7hjX4Qi+N641nhxrNljq7oq1GFlUY\nbtAYa0ZXanVFW40M8nFvx6NVN89ksRZV1F7bM7ekstJYe0M/L41rj44+If4eNUNVIf4e4R28\n1O20J7SmG69zU/Ov4PpfC8vr/SdQUxdr/spqfg3wUt+4rp/OLpn/5WG90SyE0BvMK7af23ws\n+91pQ9rlFDD7RggnTJggSdKsWbOEEK+88srx48fHjh1bVla2aNGiPn36PPzwwy2WE2hbirSG\nz7anbjt5WSHE2D6dH02M8fdkpykAcGoBXuqnJ/dxUSp+Opa94E+3NNfG9GqVi23Qqb4TjGZL\nnV2xpkbWd++WEMJNpayzK15bI5vls2gj6p7tWVZVe4kXF2WQjyYq1O/a2Z4h/h7c2CmXG/8r\nsNXF/DL99ZNRLxdXZhfqjmfWfoltSnatyai2X0P8PTzVqnc3/qb//TsCV8qqPk4+868/D2yh\nz1FGdhTCN954w93d/aeffho0aJDVal23bt3AgQN/+eUXo9EYGhq6bNkyCiGcgdFs+Wbfha/2\nZRhNlqhQv7/eHters5/coeTUPdj7zKVS9pwAALmoVS5qb5f6hlaEEAaTpVRnLK00lldWl1Qa\ny3TGMn311SP66hKtIT2vvN6Lu7rY7lf0+/2aN/6eat+WWfymqtr849FsIcSlYt2h9IJBjVqs\nW1tlyi/T59ds6lCqzy/TXymvMv9+71yFEIHemrgu/rX2dQj01vC/mgO5QV20SlKpzmhb4ca2\n1I1thZtCraFUV+9XvtpVZTTVHh8WQhxOLzBZrO1vyUA7CuGZM2cmT548cuRIIcTp06evXLny\nzDPPCCHUavWwYcP279/fUhmBNuNA2pXFP6fkleq93V0fGhN9163dKEIAgDZO49rAGKPt9q06\nRxdtR85dLrNKjVz8xt9LffP/V6bllr2y7miR1iCEuFJWNf/Lw4Migl+aOqC+OZlmi7Xwutme\ndW7o56ZSBl23xEtYoCd7HrRvSoXCNhNV2LPOTU5J5eXiOgqh2SrpDKb2NynMjn8DFovFYDDY\nHm/dulUIMXr0aNuHgYGBen3d93oC7UNOceUnyWeOZBS6KBV33dpt2ugo5o0AANqHmtu36lv8\nxmKVyvXVZZXGEp2xvLK6TG8s1hrL9MbyyupinbG88urEvDpf66JU+Hq4+XqqA73Uvp5ufh7q\nQG+1n4fa19PNNvbo6+FmWy7VbJXe+Pa4rQ3WOHS+YM3u9JljexVrDXll+iulVTU7OuSV6Yu1\nxutnewb7ukeF+ob4eVzd2sHfI8TPw9ud/7VRW33r3FwuqXz4o53Xn+/upvJxb8zOkG2cHYUw\nMjJy165dOp1OrVYvW7YsNDS0X79+Qojq6uq9e/eGh4e3WEhATlXV5rV7zq8/mGm2WPt0DZyb\nFNu9o4/coQAAaD0uyqvbCfToWPcJkhDlldXlemNZZXWJzlimN5bpqksqjWWVtiOGnCJd5pWK\n+q7v5+nm66F2VSnzy+oYYFh/4ML3hzKv39DP30vdq7Pf1ame12zox+QdNFHnAM/4LgGnL5XU\nOj6uT+d2udeLHYVw7ty5M2fOjI+PVyqVmZmZL7zwglKp3L59+zPPPJOenv7SSy+1XEpAFpIQ\nO05dXrYttVhr6OCjeTQxZlRcaDv8NgA4iJU7zh3JKKzvWdui5C+sPXSD/63fmZbA9DCgJSiE\n8PN08/N061r/1ks6g6lUZyzXV5dWGkuvuY+xrLK6rNKYX6Y3mix1vtBslbp18Azx8+x0ddDP\n3db9WNsTLefZP/Z7Zd2R8/n/fRcjIarjzMQYGSO1HDv+X5wxY0ZOTs6///3vsrKyO++88/nn\nnxdC7N69++jRo5MmTfrHP/7RYiEBGWTkV3ycfOZ0domri/KeYT3vGxHZXjefARxFfpn+Bktf\n2FyofwhCCFHPBuAAWoNtg40u9Z9w6Hzh/C8OXX/c30u9ZNaolgsGXC/Y1/3DR4bvO3fl9W+O\n+Xmpn/9jvz5dA+UO1VLsKIRKpXLBggXz5883mUxublenz06bNm3GjBldu3Zl5020GzqDafWu\ntI2HL1olqX/3DnOT4sKDvOQOBUA898f+z/2xv9wpALSU/t0DO3hrat1DKIQYFRsiSx44OYVC\nMaxXJ6VSEeClbsdtUDRYCLds2SKEGDVqlLu7e1lZWc3xmiVkAgIChBDl5eVCCD8/p158H+2A\nJEnbTl1e+svZssrqEH+Ph8f0Gsl/Qg25WKgTQlgliXs2AABN4eqifPaP/V5Zd/TaNUJjw/yn\nj46WMRXQ7jVQCO+44w4hRGZmZrdu3fz9/W98slTPesRAW2PbS/D7Q5lCiLV70ou0hmmjovLK\n9B//dPrs5TK1q8sDIyPvGRbhpmpv+8y0hPoWIgcAwF59ugZ+9tcc8WtGAAAgAElEQVTR6w9c\n+HJvRgdvzcNje42JD2UaGtCiGiiEt9xyixDCNkF01qxZrZEIaGGSJM3/4vBvWcW2Dw0my8bD\nWdtP5VQaLZIkDY4M/uvt8R393OUNCQCAc/L1cPvT0J5f7s3oFuw9tndnueMA7V8DhfDIkSM1\njxcvXtzCYYDWsO/clZo2WENnMPt6uD3zh34De9a/PhoAAADQvtgxI66oqKhmY/padDpdSUnt\nnTqAtunUxbq/ViNDfGmDAAAAcCp2FMKgoKAvv/yyzqfefPPN6Gju94VjMFlq72xrY67nOAAA\nANBeNbztxJo1a2oe79u3T6Wq/RKj0fjDDz9UVlY2czSgZfTo6F3PcZ9WTgIAAADIq+FC+OCD\nD9Y8Xrp06dKlS+s8bcqUKc0WCmhJY3p3/uLXjMKKqmsPurup7hrUTaZEjq1zgGd6XjlLwAEA\nADiihgvhpk2bbA8mT5785JNPJiYmXn+Op6fnsGHDmjka0DLc3VQTBoR/vvNczZHuHX2enNi7\nk5+HjKkcl21zDuogAACAI2q4EE6aNMn2ICkpaeLEiePGjWvhSEDLqqo2bzqSpVa5/GV4z893\npv1xUPfHxsewqToAAACcUMOFsMaWLVvqe+q99967cuXK22+/3RyRgJa1Znd6ic54/8jIbsHe\nQgh/LzVtEAAAAM7JjkIohMjJydm+fXutHSaqqqo++OADpVJJIUTbl1eq33Aoq4O35s9Dex67\nUCh3HAAAAEBOdhTCY8eOjRkzpry8vI6rqFS0QTiExT+nmCzWRxJjNK4ucmcBAAAAZGbHPoSv\nvfZaRUXF+++/n5ycHB8ff8cdd+zfv/+LL76Iioq6/fbbn3rqqZZLCTSL45lFB9KuxIT5j44P\nlTsLAAAAID87CuHBgwfj4+P//ve/jx8/fubMmbm5uQkJCX/5y1+2bt2anJy8atWqlksJNJ3F\nKi35OUWhUMxJiuWWwWZUUF4lhJAkSe4gAAAAsJsdhbCoqGjAgAG2x0OHDj19+rRtM/rw8PDR\no0dTCNHGbTpyMbNAO65P5+hQP7mztCuVRrMQgjoIAADgiOwohEFBQYWFVxfh6N27tyRJu3bt\nsn0YEBBw5MiR5k8HNBOdwfSf3enubqoZt0XLnQUAAABoK+wohAkJCcnJyevXrzebze7u7r1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xATSa2WJdvj1VqVDMToqTOwsAAADgpG62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\ni8gprkz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AAAWIBCCKBCVuw+PfWbGEmi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",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gap_plot <- fviz_gap_stat(gap_stat)\n",
    "gap_plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-12-19T14:58:23.936293Z",
     "start_time": "2019-12-19T14:58:13.014Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Saving 6.67 x 6.67 in image\n"
     ]
    }
   ],
   "source": [
    "ggsave(filename = 'pics/gapPlot.png', gap_plot, dpi=300)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "由以上，我们发现最佳的聚类数目为4，所以我们进行最终的聚类。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 最终聚类\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-12-19T14:58:24.546684Z",
     "start_time": "2019-12-19T14:58:13.020Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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gAAAEDfgBlCAOgFWlaDRKSNm9STR9dHjTWGpoqXLzk2rOnJ4wIAAAB0NxSEABDs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TPtmvfvgB/60/YmaW3bTSnZH/4Ue0u4t78SUdgEOlTncAACAASURBVPT23uzXVX3l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\nuMRkBICWqtGdggin1hzOtZgBYGnwdGOq78Tow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4YioqaxZ25yWyPL5WJ0tlFvJwgAMOK4hSS6PWFkxHEzgXfy6V0a3BdpkNJTayVZ8495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\nIcoCuNIprc30WVCEP+mOQaviyW+1dfIUdbFku9gufS3geyIaeys9Wkp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AVZ1dpZtibdBxZix7KKbsL3XM7126WWpfoJpJAHALtTRi80O1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\nZ3g7OFkOTkmyAsaIAgw3j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4WWPGjPnP//xPTdMeffTRkzxVU1PTDTfc8OSTTyaT\nyWM5/tlnn73wwgsrKyudzeeee04QhOXLlzub+fn5N954Y1VVlaIoRLRhw4bp06dPnDjReVSS\npNtuuy0ej1dXV7/11lu6rq9Zs2bOnDkPP/zwP/3TP61cudI57MEHH1y0aFF5eXmPS5eXl19y\nySXp/aIAAABDDgIhAACcAjNnzhw7duyaNWuczauuumry5MnO13Pnzr3uuus+/fTTK664Ijc3\n94ILLnj55Zc1TVuyZMno0aP9fv+cOXNSMwArKipkWZZl+e233z7qRW3bXrly5bx581J7Xnvt\ntenTpwcCgdSep556KhKJSJKkaVogELj88svTz6DrOhG1tbXJsixJkiAIzv5gMBiPx4nos88+\ne+ONN440NHTevHkrV660LOvYfkgAAACDDgIhAACcAgzDnH/++QcOHHD64nrYsWPHvHnzLr30\n0uXLl7e0tNx4443Tpk3bvHnz3XffPX/+/DfffHPJkiWp80iSJEmSKIpHvehXX33V0NDwta99\nzdlMJpPRaPScc84hItu2W1tbbdtOHSyK4rZt2x544IHUHtM0//jHPzIMM2HChFmzZrW1td1z\nzz11dXWvvvrq888/f+211xLRAw88cPvttxcWFvbZgIsuuqilpWX79u3H+mMCAAAYZPhMNwAA\nAIYJp6xLbW2tE8nS1dTUrFu3bubMmURUUVFx3XXXEdF7773HcRwRffHFFxs3bjyBK27YsIFh\nmNQQ0ObmZiLKzc296667Vq5c2dbWFgwGFy1a9OCDDzozEtOpqvrd7353/fr1CxYsqKioIKLV\nq1fffPPNjz/+OBHdcccdCxcu3LRp0/r165977rkjNWD8+PEcx73//vvjxo07gfYDAABkHAIh\nAACcGs46E32uNlFcXOykQSIaM2YMEd14441OGnT27Nix4wSuuHfv3tzcXK/X62y2tbUR0ZNP\nPllUVLRs2bJQKPTWW289+uijjY2Nq1atSv/GdevW3XbbbV9++eXMmTOffvppZ+e8efO+8Y1v\n7Nixo6ysrKCggIiWLVu2ZMmSUCjkHGCaZqrNDkmS8vLy9u7dewKNBwAAGAwwZBQAAE6N/fv3\nE5HT29ZDKlMREcuyRJSXl9djzwlobm4OBoOpTeecfr//k08++clPfvKd73znpZdeWrBgwerV\nq7/66ivnGFVVlyxZcvnll+/fv/8Xv/jFO++8k8qTROR2uy+44AInDW7YsGHz5s2LFy8moo8/\n/njKlCkul6uysjJVbCZ1UadnEgAAYChCIAQAgFPAtu1t27YVFxdLkjRgF+3RG+nM9JszZ076\nEojO8NQtW7YQka7rc+fOfeKJJ+bOnVtTU3PPPff06PFLsW37/vvvv/feewOBQENDw5VXXjl6\n9Og//elP3/nOd2655ZY333yzx8Gn/NYAAAAGBoaMAgDAKbB+/frt27ffeeedA3nRwsLCaDSa\n2nS73WeccUZHR0f6MU6RG6eLcvny5e+8884999zzyCOPHCkKOv7617/W1NTcdtttRLR27drc\n3NxVq1ZxHHf11Vfv3Llz9erVV199tXOks4DhKb81AACAgYEeQgAAOFk7duxYtGiRKIr/8i//\nMpDXHTlyZDQaTSQSqT233HLLa6+9lpqRqGnaU0895QwEVVX16aefHj9+/M9//vP+06Bt28uW\nLVu2bJlTiobneU3TDMNwHlVVNTXGVVGUSCQycuTI03F3AAAAAwA9hAAAcNxefPHFrVu3EpGq\nqtu2bfvb3/6WTCafeuqp0tLSgWzG9OnTiaiqqurSSy919ixcuPDJJ5+cMmXKTTfdFAwGX3vt\nte3bt69YsSIcDldVVbW2tpaWli5atKjHeRYvXnzeeeelNteuXdvc3Lxw4UJn89prr73vvvvm\nzp07f/78TZs2vfLKK++++67zUHV1tWmaM2bMOO23CgAAcHogEAIAwHF75ZVXUl/n5ubOmDHj\npz/96cDnorPPPrukpGTjxo2pQFhQUPDBBx889NBDb7/9diQSGTdu3Ouvvz5nzhwiqqurI6Lq\n6urq6uoe5/nHf/zHVCC0LOv+++9/8MEHXS5X6pzvvvvu4sWLf/zjH1dWVr788suXXXaZ89DG\njRvz8/PTwyQAAMDQwmAqPAAADF1Lly597733Pvroo4xcfcaMGVOmTHnssccycnUAAICTh0AI\nAABDWF1d3ahRo3bu3FlZWTnAl66vr6+oqKipqRk1atQAXxoAAOBUQSAEAICh7bbbbuN5fsWK\nFQN83bvvvjsWi/32t78d4OsCAACcQgiEAAAwtEWj0fHjx//9738vKysbsIs2NzdPnjx5y5Yt\n4XB4wC4KAABwyiEQAgAAAAAAZCmsQwgAAAAAAJClEAgBAAAAAACyFAIhAAAAAABAlkIgBAAA\nAAAAyFIIhAAAAAAAAFkKgRAAAAAAACBLIRACAAAAAABkKQRCAAAAAACALIVACAAAAAAAkKX+\nFyAHrJaHhl9KAAAAAElFTkSuQmCC",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "set.seed(123)\n",
    "final <- kmeans(df, 4, nstart = 25)\n",
    "final_plot <- fviz_cluster(final, data = df)\n",
    "final_plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-12-19T14:58:25.186703Z",
     "start_time": "2019-12-19T14:58:13.028Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Saving 6.67 x 6.67 in image\n"
     ]
    }
   ],
   "source": [
    "ggsave(filename = 'pics/final.png', final_plot, dpi = 300)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "下面分别看下各个聚类的统计数据。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-12-19T14:58:25.291123Z",
     "start_time": "2019-12-19T14:58:13.035Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<caption>A tibble: 4 × 5</caption>\n",
       "<thead>\n",
       "\t<tr><th scope=col>Cluster</th><th scope=col>Murder</th><th scope=col>Assault</th><th scope=col>UrbanPop</th><th scope=col>Rape</th></tr>\n",
       "\t<tr><th scope=col>&lt;int&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "\t<tr><td>1</td><td>13.93750</td><td>243.62500</td><td>53.75000</td><td>21.41250</td></tr>\n",
       "\t<tr><td>2</td><td> 3.60000</td><td> 78.53846</td><td>52.07692</td><td>12.17692</td></tr>\n",
       "\t<tr><td>3</td><td> 5.65625</td><td>138.87500</td><td>73.87500</td><td>18.78125</td></tr>\n",
       "\t<tr><td>4</td><td>10.81538</td><td>257.38462</td><td>76.00000</td><td>33.19231</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "A tibble: 4 × 5\n",
       "\\begin{tabular}{r|lllll}\n",
       " Cluster & Murder & Assault & UrbanPop & Rape\\\\\n",
       " <int> & <dbl> & <dbl> & <dbl> & <dbl>\\\\\n",
       "\\hline\n",
       "\t 1 & 13.93750 & 243.62500 & 53.75000 & 21.41250\\\\\n",
       "\t 2 &  3.60000 &  78.53846 & 52.07692 & 12.17692\\\\\n",
       "\t 3 &  5.65625 & 138.87500 & 73.87500 & 18.78125\\\\\n",
       "\t 4 & 10.81538 & 257.38462 & 76.00000 & 33.19231\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "A tibble: 4 × 5\n",
       "\n",
       "| Cluster &lt;int&gt; | Murder &lt;dbl&gt; | Assault &lt;dbl&gt; | UrbanPop &lt;dbl&gt; | Rape &lt;dbl&gt; |\n",
       "|---|---|---|---|---|\n",
       "| 1 | 13.93750 | 243.62500 | 53.75000 | 21.41250 |\n",
       "| 2 |  3.60000 |  78.53846 | 52.07692 | 12.17692 |\n",
       "| 3 |  5.65625 | 138.87500 | 73.87500 | 18.78125 |\n",
       "| 4 | 10.81538 | 257.38462 | 76.00000 | 33.19231 |\n",
       "\n"
      ],
      "text/plain": [
       "  Cluster Murder   Assault   UrbanPop Rape    \n",
       "1 1       13.93750 243.62500 53.75000 21.41250\n",
       "2 2        3.60000  78.53846 52.07692 12.17692\n",
       "3 3        5.65625 138.87500 73.87500 18.78125\n",
       "4 4       10.81538 257.38462 76.00000 33.19231"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "USArrests %>%\n",
    "  mutate(Cluster = final$cluster) %>%\n",
    "  group_by(Cluster) %>%\n",
    "  summarise_all(\"mean\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "聚类1中各州的城镇人口比率较低，同时各项犯罪均属于中上水平，属于经济较为落后且犯罪率较高的区域；\n",
    "\n",
    "聚类2中的虽然城镇人口比率最低，但是各项犯罪指标均是出于最低的水平，属于治安工作做的较好的区域；\n",
    "\n",
    "聚类3中虽然城市人口比率多，经济比较好，各项犯罪指标处于中游，治安工作出于一般水平；\n",
    "\n",
    "聚类4是平均城市人口比率最多的一些州，但是其各项犯罪都普遍多于其他区域，尤其是袭击和抢劫等犯罪率最高，属于明显的疏于治理。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 动画展示"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-12-19T14:58:28.319450Z",
     "start_time": "2019-12-19T14:58:13.043Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error in cmd.fun(sprintf(\"%s --version\", convert), intern = TRUE) : \n",
      "  error in running command\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "I cannot find ImageMagick with convert = 'magick'\n",
      "I find ImageMagick with convert = 'convert'. I will use 'convert' instead of 'magick'!\n",
      "Executing: \n",
      "convert -loop 0 -delay 100 Rplot1.png Rplot2.png Rplot3.png Rplot4.png\n",
      "    Rplot5.png Rplot6.png Rplot7.png Rplot8.png Rplot9.png Rplot10.png\n",
      "    Rplot11.png Rplot12.png Rplot13.png Rplot14.png 'animation.gif'\n",
      "Output at: animation.gif\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "TRUE"
      ],
      "text/latex": [
       "TRUE"
      ],
      "text/markdown": [
       "TRUE"
      ],
      "text/plain": [
       "[1] TRUE"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ani.options(interval = 1)\n",
    "par(mar = c(3, 3, 1, 1.5), mgp = c(1.5, 0.5, 0))\n",
    "saveGIF(kmeans.ani(df, 4), movie.name = \"animation.gif\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![](pics/animation.gif)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "R 3.4",
   "language": "R",
   "name": "ir34"
  },
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